{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-06-12T08:50:14.996668Z",
     "start_time": "2025-06-12T08:50:14.605794Z"
    }
   },
   "source": [
    "import sklearn\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from matplotlib import font_manager\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import cross_val_score, GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "import seaborn as sns\n",
    "import time\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]  # 使用黑体字体\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "cd166085878f49b0"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 加载数据",
   "id": "e9ced30981e86bf8"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:50:15.012716Z",
     "start_time": "2025-06-12T08:50:15.007710Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def unpickle(file):\n",
    "    import pickle\n",
    "\n",
    "    with open(file, \"rb\") as fo:\n",
    "        dict = pickle.load(fo, encoding=\"bytes\")\n",
    "    return dict"
   ],
   "id": "ddd7ba224684e3d4",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 数据处理",
   "id": "41e53c68fbade14c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:50:15.244983Z",
     "start_time": "2025-06-12T08:50:15.020738Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 准备数据进行逻辑回归训练和评估\n",
    "# CIFAR-10数据集包含10个类别，每个样本是32x32x3的彩色图像，展平后为3072维特征\n",
    "\n",
    "# 提取训练数据和标签\n",
    "batches = []\n",
    "for i in range(1, 6):\n",
    "    batch = unpickle(f\"D:\\桌面\\cifar-10-batches-py\\data_batch_{i}\")\n",
    "    batches.append(batch)\n",
    "data = np.concatenate([batch[b\"data\"] for batch in batches], axis=0)\n",
    "labels = np.concatenate([batch[b\"labels\"] for batch in batches], axis=0)\n",
    "# 将数据分为训练集和测试集\n",
    "# 划分比例：80%训练集，20%测试集\n",
    "data_len = data.shape[0]\n",
    "train_data_len = int(data_len * 0.8)\n",
    "test_data_len = data_len - train_data_len\n",
    "# 开发时使用较小数据\n",
    "scale_factor = 0.6\n",
    "\n",
    "data = data[: int(data_len * scale_factor)]\n",
    "labels = labels[: int(data_len * scale_factor)]\n",
    "data_len = data.shape[0]\n",
    "train_data_len = int(data_len * 0.8)\n",
    "test_data_len = data_len - train_data_len\n",
    "\n",
    "print(f\"train_data_len: {train_data_len}, test_data_len: {test_data_len}\")"
   ],
   "id": "3508fee0c4d85464",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_data_len: 24000, test_data_len: 6000\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 数据处理",
   "id": "43890aafe044a611"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:50:15.525285Z",
     "start_time": "2025-06-12T08:50:15.511287Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X_train = data[:train_data_len]\n",
    "y_train = labels[:train_data_len]\n",
    "X_test = data[train_data_len:]\n",
    "y_test = labels[train_data_len:]\n",
    "print(f\"X_train.shape: {X_train.shape}, y_train.shape: {y_train.shape}\")\n",
    "print(f\"X_test.shape: {X_test.shape}, y_test.shape: {y_test.shape}\")"
   ],
   "id": "b0348896dab654e",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (24000, 3072), y_train.shape: (24000,)\n",
      "X_test.shape: (6000, 3072), y_test.shape: (6000,)\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:50:15.978235Z",
     "start_time": "2025-06-12T08:50:15.564314Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X_train_scaled = X_train.astype(\"float32\") / 255.0\n",
    "X_test_scaled = X_test.astype(\"float32\") / 255.0\n",
    "X_train_scaled = X_train.astype(\"float32\") / 255.0\n",
    "X_test_scaled = X_test.astype(\"float32\") / 255.0\n",
    "print(f\"压缩后的训练数据: {X_train_scaled.shape}\")\n",
    "print(f\"压缩后的测试数据: {X_test_scaled.shape}\")"
   ],
   "id": "1f19cb08338c887b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "压缩后的训练数据: (24000, 3072)\n",
      "压缩后的测试数据: (6000, 3072)\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# pca降维处理",
   "id": "c51665971cae44f2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:50:17.875296Z",
     "start_time": "2025-06-12T08:50:16.014704Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "\n",
    "def pca_transform(X_train, X_test):\n",
    "    \"\"\"\n",
    "    使用PCA对数据进行降维\n",
    "    \"\"\"\n",
    "\n",
    "    pca = PCA(n_components=100)  # 保留100个主成分\n",
    "    X_train_pca = pca.fit_transform(X_train)\n",
    "    X_test_pca = pca.transform(X_test)\n",
    "    print(f\"PCA后的训练数据形状: {X_train_pca.shape}\")\n",
    "    print(f\"PCA后的测试数据形状: {X_test_pca.shape}\")\n",
    "    return X_train_pca, X_test_pca\n",
    "\n",
    "\n",
    "X_train_pca, X_test_pca = pca_transform(X_train_scaled, X_test_scaled)"
   ],
   "id": "b187ffca89e42ce7",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCA后的训练数据形状: (24000, 100)\n",
      "PCA后的测试数据形状: (6000, 100)\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 颜色直方图特征处理",
   "id": "66e532e883eabbb8"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:50:22.177261Z",
     "start_time": "2025-06-12T08:50:17.892274Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def extract_color_histogram_features(data):\n",
    "    \"\"\"\n",
    "    对每个图像提取颜色直方图特征\n",
    "    \"\"\"\n",
    "    hist_features = []\n",
    "\n",
    "    for i in range(data.shape[0]):\n",
    "        # 重塑为32x32x3的图像 (CIFAR-10图像尺寸)\n",
    "        image = data[i].reshape(32, 32, 3)\n",
    "\n",
    "        # 分别计算RGB三个通道的直方图\n",
    "        hist_r = np.histogram(image[:, :, 0], bins=128, range=(0, 255))[0]\n",
    "        hist_g = np.histogram(image[:, :, 1], bins=128, range=(0, 255))[0]\n",
    "        hist_b = np.histogram(image[:, :, 2], bins=128, range=(0, 255))[0]\n",
    "\n",
    "        # 连接三个通道的直方图作为特征\n",
    "        hist_feature = np.concatenate([hist_r, hist_g, hist_b])\n",
    "\n",
    "        # 归一化特征\n",
    "        hist_feature = hist_feature / np.sum(hist_feature)\n",
    "\n",
    "        hist_features.append(hist_feature)\n",
    "\n",
    "    return np.array(hist_features)\n",
    "\n",
    "\n",
    "# 对训练集和测试集提取颜色直方图特征\n",
    "print(\"正在提取训练集颜色直方图特征...\")\n",
    "X_train_color = extract_color_histogram_features(X_train)\n",
    "\n",
    "print(\"正在提取测试集颜色直方图特征...\")\n",
    "X_test_color = extract_color_histogram_features(X_test)\n",
    "\n",
    "print(\n",
    "    f\"X_train_color.shape: {X_train_color.shape}, X_test_color.shape: {X_test_color.shape}\"\n",
    ")"
   ],
   "id": "e62f9a66e60303ff",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在提取训练集颜色直方图特征...\n",
      "正在提取测试集颜色直方图特征...\n",
      "X_train_color.shape: (24000, 384), X_test_color.shape: (6000, 384)\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:50:22.207869Z",
     "start_time": "2025-06-12T08:50:22.194913Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "# 分类器及其参数网格\n",
    "classifiers = {\n",
    "    \"Logistic Regression\": {\n",
    "        \"model\": LogisticRegression(random_state=42),\n",
    "        \"params\": {\"C\": [0.01, 0.05, 0.1], \"max_iter\": [2000]},\n",
    "    },\n",
    "    \"SVM\": {\n",
    "        \"model\": SVC(random_state=42),\n",
    "        \"params\": {\"C\": [0.01, 0.05, 0.1], \"kernel\": [\"linear\", \"rbf\"]},\n",
    "    },\n",
    "    \"Decision Tree\": {\n",
    "        \"model\": DecisionTreeClassifier(random_state=42),\n",
    "        \"params\": {\n",
    "            \"max_depth\": [None, 30, 50, 200],\n",
    "            \"min_samples_split\": [2, 5, 10, 20],\n",
    "        },\n",
    "    },\n",
    "    \"Random Forest\": {\n",
    "        \"model\": RandomForestClassifier(random_state=42),\n",
    "        \"params\": {\"n_estimators\": [100, 1000], \"max_depth\": [None, 30, 50, 200]},\n",
    "    },\n",
    "    \"KNN\": {\n",
    "        \"model\": KNeighborsClassifier(),\n",
    "        \"params\": {\"n_neighbors\": [10, 20], \"weights\": [\"uniform\", \"distance\"]},\n",
    "    },\n",
    "    \"Naive Bayes\": {\"model\": GaussianNB(), \"params\": {}},\n",
    "}"
   ],
   "id": "6e1cb8a1ad5cdabf",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T09:40:28.612058Z",
     "start_time": "2025-06-12T08:50:22.228111Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def train_and_evaluate_classifiers(X_train, y_train, X_test, y_test, classifiers):\n",
    "    \"\"\"\n",
    "    训练和评估多个分类器\n",
    "\n",
    "    参数:\n",
    "    X_train: 训练集特征\n",
    "    y_train: 训练集标签\n",
    "    X_test: 测试集特征\n",
    "    y_test: 测试集标签\n",
    "    classifiers: 分类器字典\n",
    "\n",
    "    返回:\n",
    "    best_models, best_scores, cv_scores, training_times: 各分类器的结果\n",
    "    \"\"\"\n",
    "    # 存储每个分类器的最佳模型和分数\n",
    "    best_models = {}\n",
    "    best_scores = {}\n",
    "    cv_scores = {}\n",
    "    training_times = {}\n",
    "\n",
    "    # 循环每个分类器，进行训练和评估\n",
    "    for name, clf in classifiers.items():\n",
    "        print(f\"\\n正在训练 {name}...\")\n",
    "        start_time = time.time()\n",
    "\n",
    "        # 使用GridSearchCV找到最佳参数\n",
    "        if clf[\"params\"]:\n",
    "            grid_search = GridSearchCV(\n",
    "                clf[\"model\"], clf[\"params\"], cv=3, n_jobs=-1, scoring=\"accuracy\"\n",
    "            )\n",
    "            grid_search.fit(X_train, y_train)\n",
    "            best_model = grid_search.best_estimator_\n",
    "            best_params = grid_search.best_params_\n",
    "            print(f\"最佳参数: {best_params}\")\n",
    "        else:\n",
    "            best_model = clf[\"model\"]\n",
    "            best_model.fit(X_train, y_train)\n",
    "\n",
    "        # 记录训练时间\n",
    "        training_times[name] = time.time() - start_time\n",
    "\n",
    "        # 计算训练集和测试集的准确率\n",
    "        train_pred = best_model.predict(X_train)\n",
    "        train_accuracy = accuracy_score(y_train, train_pred)\n",
    "\n",
    "        test_pred = best_model.predict(X_test)\n",
    "        test_accuracy = accuracy_score(y_test, test_pred)\n",
    "\n",
    "        # 保存最佳模型和分数\n",
    "        best_models[name] = best_model\n",
    "        best_scores[name] = test_accuracy\n",
    "\n",
    "        # 使用交叉验证评估模型\n",
    "        cv_score = cross_val_score(\n",
    "            best_model, X_train, y_train, cv=5, scoring=\"accuracy\"\n",
    "        )\n",
    "        cv_scores[name] = np.mean(cv_score)\n",
    "\n",
    "        print(f\"训练集准确率: {train_accuracy:.4f}\")\n",
    "        print(f\"测试集准确率: {test_accuracy:.4f}\")\n",
    "        print(f\"交叉验证准确率: {np.mean(cv_score):.4f} ± {np.std(cv_score):.4f}\")\n",
    "        print(f\"训练时间: {training_times[name]:.2f} 秒\")\n",
    "\n",
    "        # 计算并绘制混淆矩阵\n",
    "        plt.figure(figsize=(10, 8))\n",
    "        cm = confusion_matrix(y_test, test_pred)\n",
    "        sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\")\n",
    "        plt.title(f\"{name} 混淆矩阵\")\n",
    "        plt.xlabel(\"预测标签\")\n",
    "        plt.ylabel(\"真实标签\")\n",
    "        plt.show()\n",
    "\n",
    "    return best_models, best_scores, cv_scores, training_times\n",
    "\n",
    "\n",
    "# 调用函数进行训练和评估\n",
    "best_models, best_scores, cv_scores, training_times = train_and_evaluate_classifiers(\n",
    "    X_train_pca, y_train, X_test_pca, y_test, classifiers\n",
    ")"
   ],
   "id": "a28365c57eeefe0b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Logistic Regression...\n",
      "最佳参数: {'C': 0.01, 'max_iter': 2000}\n",
      "训练集准确率: 0.4093\n",
      "测试集准确率: 0.3960\n",
      "交叉验证准确率: 0.3925 ± 0.0027\n",
      "训练时间: 5.55 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 SVM...\n",
      "最佳参数: {'C': 0.1, 'kernel': 'rbf'}\n",
      "训练集准确率: 0.4538\n",
      "测试集准确率: 0.4218\n",
      "交叉验证准确率: 0.4148 ± 0.0085\n",
      "训练时间: 140.64 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Decision Tree...\n",
      "最佳参数: {'max_depth': None, 'min_samples_split': 20}\n",
      "训练集准确率: 0.6623\n",
      "测试集准确率: 0.2633\n",
      "交叉验证准确率: 0.2625 ± 0.0071\n",
      "训练时间: 14.48 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Random Forest...\n",
      "最佳参数: {'max_depth': 30, 'n_estimators': 1000}\n",
      "训练集准确率: 1.0000\n",
      "测试集准确率: 0.4677\n",
      "交叉验证准确率: 0.4729 ± 0.0055\n",
      "训练时间: 629.44 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 KNN...\n",
      "最佳参数: {'n_neighbors': 10, 'weights': 'distance'}\n",
      "训练集准确率: 1.0000\n",
      "测试集准确率: 0.3725\n",
      "交叉验证准确率: 0.3623 ± 0.0093\n",
      "训练时间: 4.58 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Naive Bayes...\n",
      "训练集准确率: 0.3448\n",
      "测试集准确率: 0.3375\n",
      "交叉验证准确率: 0.3322 ± 0.0080\n",
      "训练时间: 0.02 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 对比",
   "id": "8d9d5bda8fa7c439"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T10:09:17.136311Z",
     "start_time": "2025-06-12T10:09:16.822029Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Find the best performing model\n",
    "best_classifier = max(best_scores, key=best_scores.get)\n",
    "best_accuracy = best_scores[best_classifier]\n",
    "final_model = best_models[best_classifier]\n",
    "\n",
    "print(f\"\\nBest performing model: {best_classifier}\")\n",
    "print(f\"Test accuracy: {best_accuracy:.4f}\")\n",
    "\n",
    "# Optional: map Chinese model names to English\n",
    "name_mapping = {\n",
    "    \"支持向量机\": \"SVM\",\n",
    "    \"随机森林\": \"Random Forest\",\n",
    "    \"K近邻\": \"KNN\",\n",
    "    \"逻辑回归\": \"Logistic Regression\",\n",
    "    \"朴素贝叶斯\": \"Naive Bayes\",\n",
    "    \"决策树\": \"Decision Tree\"\n",
    "}\n",
    "model_names = [name_mapping.get(name, name) for name in best_scores.keys()]\n",
    "\n",
    "# Prepare DataFrame\n",
    "df = pd.DataFrame({\n",
    "    \"Model\": model_names,\n",
    "    \"Accuracy\": list(best_scores.values()),\n",
    "    \"Training Time (s)\": [training_times[name] for name in best_scores.keys()]\n",
    "})\n",
    "\n",
    "# Create subplots\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
    "\n",
    "# Accuracy bar plot\n",
    "sns.barplot(x=\"Model\", y=\"Accuracy\", data=df, ax=axes[0], palette=\"Blues_d\")\n",
    "axes[0].set_ylim(0, 1)\n",
    "axes[0].set_title(\"Classifier Accuracy Comparison\")\n",
    "axes[0].set_ylabel(\"Test Accuracy\")\n",
    "for container in axes[0].containers:\n",
    "    axes[0].bar_label(container, fmt=\"%.4f\", label_type=\"edge\", padding=2)\n",
    "\n",
    "# Training time line plot\n",
    "sns.lineplot(x=\"Model\", y=\"Training Time (s)\", data=df, ax=axes[1], marker='o', linewidth=2, color='tomato')\n",
    "axes[1].set_title(\"Training Time Comparison\")\n",
    "axes[1].set_ylabel(\"Training Time (s)\")\n",
    "for i, row in df.iterrows():\n",
    "    axes[1].text(i, row[\"Training Time (s)\"] + 0.1, f\"{row['Training Time (s)']:.2f}s\", \n",
    "                 ha='center', va='bottom', fontsize=9)\n",
    "\n",
    "# Beautify layout\n",
    "for ax in axes:\n",
    "    ax.tick_params(axis='x', rotation=45)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "4f0cd7f51cdb2bd5",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Best performing model: Random Forest\n",
      "Test accuracy: 0.4677\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
